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What is TILDE?

TILDE (Term Independent Likelihood moDEl) functions as a framework designed for the re-ranking and expansion of passages, leveraging BERT to enhance retrieval performance by combining sparse term matching with sophisticated contextual representations. The original TILDE version computes term weights across the entire BERT vocabulary, which often leads to extremely large index sizes. To address this limitation, TILDEv2 introduces a more efficient approach by calculating term weights exclusively for words present in the expanded passages, resulting in indexes that can be 99% smaller than those produced by the initial TILDE model. This improved efficiency is achieved by deploying TILDE as a passage expansion model, which enriches passages with top-k terms (for instance, the top 200) to improve their content quality. Furthermore, it provides scripts that streamline the processes of indexing collections, re-ranking BM25 results, and training models using datasets such as MS MARCO, thus offering a well-rounded toolkit for enhancing information retrieval tasks. In essence, TILDEv2 signifies a major leap forward in the management and optimization of passage retrieval systems, contributing to more effective and efficient information access strategies. This progression not only benefits researchers but also has implications for practical applications in various domains.

What is Astra for Law?

Astra for Law stands out as a cutting-edge AI platform aimed at legal firms and tech providers, facilitating the creation of tailored products and workflows that utilize their legal knowledge. By incorporating the features of GPT-6 Astra with distinct settings, tools, and contextual components specifically crafted for the legal sector, it offers a robust legal search index alongside support for legal analysis and writing tasks. This platform excels at navigating U.S. case law, statutes, regulations, court rules, and administrative decisions, tapping into a vast database of over 230 million continuously updated URLs. Its core purpose is to pinpoint relevant authorities and excerpts, assess their significance and binding nature, and effectively apply this research to diverse client-related facts, arguments, deal terms, and strategic legal considerations. Furthermore, it provides customized instructions to help distinguish between court rulings and ancillary remarks, address authorities that could weaken an argument, clarify contractual risks, and identify areas of ambiguity. Legal firms can adjust their workflows to reflect their own precedents, methodologies, proprietary information, trusted sources, and review protocols, ensuring a bespoke approach to legal tasks that boosts both efficiency and effectiveness. This high degree of customization not only allows firms to uphold their distinctive practices but also enables them to harness the power of advanced AI tools to enhance their overall service delivery. Ultimately, Astra for Law empowers legal professionals to navigate the complexities of the legal landscape with greater confidence and precision.

Media

Media

Integrations Supported

Hugging Face
Python

Integrations Supported

GPT-6 Astra
GPT-6 Luna
GPT-6 Sol
GPT-6.1 Sol
Harvey AI
Holo4
Legora
OpenAI
OpenAI Bel

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

ielab

Company Location

United States

Company Website

github.com/ielab/TILDE/tree/main

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com/index/astra-for-law/

Categories and Features

Reranking Models

Not specified

Categories and Features

AI Legal

Not specified

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